Growth Loops
Design sustainable growth. Understand viral mechanics, retention hooks, and build growth loops that compound. This page explains the assessment pattern itself; it does not replace the product or solution layer around it.
@growth-loopsTry in chatWhy It Matters
Paid acquisition alone doesn't scale. The best consumer companies have built-in growth loops where users bring more users.
How It Works
Web searches for market context and benchmarks
Guided questions that adapt to your answers and company context
A synthesized assessment artifact with clear sections and next moves
Need surrounding context?
Bridge this assessment back to product, solutions, and reference
Assessments sit inside the capability catalog. Use the surrounding site when you need the broader workflow, app surface, or documentation context.
Platform overview
Use the platform overview when you need the system map before choosing a capability.
Use cases
Use /solutions when the question is about a workflow or use case rather than a specific capability.
Platform surfaces
Use /platform when you already know the surface you want to work in.
Resources hub
Use /resources for help, developer docs, security, and higher-level guidance around the capability layer.
Example Questions
The conversation adapts to your answers — these are starting points, not a fixed script.
How do users currently discover your product?
Follow-up: What percentage is organic vs paid?
Do users naturally share or invite others?
Follow-up: What's your viral coefficient (k-factor)?
What does your retention curve look like?
Follow-up: Where's the biggest drop-off?
What habit or behavior brings users back?
Follow-up: How often do your best users engage?
What's your activation metric - the aha moment?
Follow-up: How quickly do users reach it?
If you could design the perfect growth loop, what would it be?
Follow-up: What's blocking you from building it?
Output
- Current Growth Model
- Acquisition Analysis
- Retention & Engagement
- Viral Mechanics Assessment
- Growth Loop Design
- Experimentation Roadmap